Title :
Application of SVD method for signal parameters estimation in systems with DFIG
Author :
Janik, Przemyslaw ; Ruczewski, Piotr ; Waclawek, Zbigniew ; Lobos, Tadeusz ; Schostan, Steffen ; Schulz, Detlef
Author_Institution :
Wroclaw Univ. of Technol., Warsaw
Abstract :
Signal parameters estimation is an important prerequisite for assessment of power quality (PQ) indices. Nowadays, large amounts of measured data need to be automatically processed for appropriate and useful data mining in PQ. Especially, modern wind generators are often seen as sources of PQ disturbances, which should be constantly supervised. The authors propose an application of modified singular value decomposition (SVD) method for signal parameters estimation. Results of the proposed method are compared with broadly used Fourier Transform. A mechanical model of doubly fed induction generator (DFIG) operating in various conditions was chosen as a source of disturbed signals. Research results verify the usefulness of SVD based method. Additionally, the dependence between operating mode of a DFIG and generated disturbance parameters was observed.
Keywords :
Fourier transforms; asynchronous generators; fault diagnosis; parameter estimation; power supply quality; singular value decomposition; SVD method; data mining; doubly fed induction generator; power quality; signal parameters estimation; singular value decomposition; wind generators; Data mining; Distortion measurement; Fourier transforms; Induction generators; Parameter estimation; Power generation; Power harmonic filters; Power quality; Singular value decomposition; Wind energy generation; DFIG; Data mining; Power Quality; SVD method; Wind Turbines;
Conference_Titel :
Human System Interactions, 2008 Conference on
Conference_Location :
Krakow
Print_ISBN :
978-1-4244-1542-7
Electronic_ISBN :
978-1-4244-1543-4
DOI :
10.1109/HSI.2008.4581523